{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "14a332dc-77d5-4350-a05a-1e33d14ad8a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import cv2\n",
    "import json\n",
    "import torch\n",
    "import pathlib\n",
    "import numpy as np\n",
    "import torchvision.utils as vutils\n",
    "import torchvision.transforms as T\n",
    "from matplotlib import pyplot as plt\n",
    "from PIL import Image, ImageFont, ImageDraw\n",
    "from einops import rearrange\n",
    "from torch import BoolTensor, FloatTensor, LongTensor\n",
    "from typing import Dict, List, Optional, Tuple, Union"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fc85f6f4-27d4-4c98-a2a6-ff9cd5a390c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "def convert_layout_to_image(\n",
    "    boxes: FloatTensor,\n",
    "    labels: LongTensor,\n",
    "    colors: List[Tuple[int]],\n",
    "    canvas_size: Optional[Tuple[int]] = None,\n",
    "    resources: Optional[Dict] = None,\n",
    "    names: Optional[Tuple[str]] = None,\n",
    "    index: bool = False,\n",
    "    **kwargs,\n",
    "):\n",
    "    H, W = canvas_size\n",
    "    if names or index:\n",
    "        font_path = os.path.join(cv2.__path__[0],'qt','fonts','DejaVuSans.ttf')\n",
    "        font = ImageFont.truetype(font_path, size=32)\n",
    "    if resources:\n",
    "        img = resources[\"img_bg\"].resize((W, H))\n",
    "    else:\n",
    "        img = Image.new(\"RGB\", (int(W), int(H)), color=(255, 255, 255))\n",
    "    draw = ImageDraw.Draw(img, \"RGBA\")\n",
    "    \n",
    "    for i in range(boxes.shape[0]):\n",
    "        bbox, label = boxes[i], labels[i]\n",
    "        if isinstance(label, LongTensor):\n",
    "            label = label.item()\n",
    "\n",
    "        c_fill = colors[label] + (100,)\n",
    "        x1, y1, x2, y2 = bbox\n",
    "        x1, x2 = x1 * (W - 1), x2 * (W - 1)\n",
    "        y1, y2 = y1 * (H - 1), y2 * (H - 1)\n",
    "\n",
    "        if resources:\n",
    "            patch = resources[\"cropped_patches\"][i]\n",
    "            # round coordinates for exact size match for rendering images\n",
    "            x1, x2 = int(x1), int(x2)\n",
    "            y1, y2 = int(y1), int(y2)\n",
    "            w, h = x2 - x1, y2 - y1\n",
    "            patch = patch.resize((w, h))\n",
    "            img.paste(patch, (x1, y1))\n",
    "        else:\n",
    "            draw.rectangle([x1, y1, x2, y2], outline=colors[label], fill=c_fill)\n",
    "            if names:\n",
    "                draw.text((x1, y1), names[label], \"black\", font=font)\n",
    "            elif index:\n",
    "                draw.text((x1, y1), str(int(i % (len(labels)/2))), \"black\", font=font)\n",
    "\n",
    "    return img"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e0c6186",
   "metadata": {},
   "source": [
    "### Dataset Information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "abcff0f3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "75\n"
     ]
    }
   ],
   "source": [
    "json_path = './annotation_file.json'  # dataset original annotation file\n",
    "category_list = json.load(open(json_path))['categories']\n",
    "name_list = [category_list[idx]['name'] for idx in range(len(category_list))] # category names\n",
    "name_num = len(name_list)  # category number\n",
    "print(name_num)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3064f998",
   "metadata": {},
   "source": [
    "### Set colors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fc60b0bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "COLORS = tuple([tuple(map(int,tuple((torch.rand(1,3).squeeze(0)*255).tolist()))) for _ in range(name_num)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b7b97448-2386-4818-8f61-e28ec3928b50",
   "metadata": {},
   "outputs": [],
   "source": [
    "def save_image(\n",
    "    batch_boxes: FloatTensor,\n",
    "    batch_labels: LongTensor,\n",
    "    batch_mask: BoolTensor,\n",
    "    out_path: Optional[Union[pathlib.PosixPath, str]] = None,\n",
    "    canvas_size: Optional[Tuple[int]] = (1600, 1600),\n",
    "    nrow: Optional[int] = None,\n",
    "    batch_resources: Optional[Dict] = None,\n",
    "    use_grid: bool = True,\n",
    "    draw_label: bool = False,\n",
    "    draw_index: bool = False,\n",
    "    dataset: str = 'publaynet'\n",
    "):\n",
    "    # batch_boxes: [B, N, 4]\n",
    "    # batch_labels: [B, N]\n",
    "    # batch_mask: [B, N]\n",
    "\n",
    "    if isinstance(out_path, pathlib.PosixPath):\n",
    "        out_path = str(out_path)\n",
    "\n",
    "    colors = COLORS\n",
    "\n",
    "    if not draw_label:\n",
    "        names = None\n",
    "    else:\n",
    "        names = name_list\n",
    "\n",
    "    imgs = []\n",
    "    B = batch_boxes.size(0)\n",
    "    to_tensor = T.ToTensor()\n",
    "    for i in range(B):\n",
    "        mask_i = batch_mask[i]\n",
    "        boxes = batch_boxes[i][mask_i]\n",
    "        labels = batch_labels[i][mask_i]\n",
    "        if batch_resources:\n",
    "            resources = {k: v[i] for (k, v) in batch_resources.items()}\n",
    "            img = convert_layout_to_image(boxes, labels, colors, canvas_size, resources, names=names, index=draw_index)\n",
    "        else:\n",
    "            img = convert_layout_to_image(boxes, labels, colors, canvas_size, names=names, index=draw_index)\n",
    "        imgs.append(to_tensor(img))\n",
    "    image = torch.stack(imgs)\n",
    "\n",
    "    if nrow is None:\n",
    "        nrow = int(np.ceil(np.sqrt(B)))\n",
    "\n",
    "    if out_path:\n",
    "        vutils.save_image(image, out_path, normalize=False, nrow=nrow)\n",
    "    else:\n",
    "        if use_grid:\n",
    "            return torch_to_numpy_image(\n",
    "                vutils.make_grid(image, normalize=False, nrow=nrow)\n",
    "            )\n",
    "        else:\n",
    "            return image\n",
    "\n",
    "            \n",
    "def torch_to_numpy_image(input_th: FloatTensor) -> np.ndarray:\n",
    "    \"\"\"\n",
    "    Args\n",
    "        input_th: (C, H, W), in [0.0, 1/0], torch image\n",
    "    Returns\n",
    "        output_npy: (H, W, C), in {0, 1, ..., 255}, numpy image\n",
    "    \"\"\"\n",
    "    x = (input_th * 255.0).clamp(0, 255)\n",
    "    x = rearrange(x, \"c h w -> h w c\")\n",
    "    output_npy = x.numpy().astype(np.uint8)\n",
    "    return output_npy"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8bd95cd-228f-4bcf-a489-915be5d76431",
   "metadata": {},
   "source": [
    "### Visualize layouts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e0932ba9-fd74-4ca5-9df8-7d4dffb5e0a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "layout_all = json.load(open(\"./generated_layouts/combined_layouts.json\"))  # your generated layouts path\n",
    "\n",
    "MAX_BBOXES_NUM = 50  # set the maximum number of elements in a single layout\n",
    "batch_size = 4       # display how many layouts at a time\n",
    "scale_factor = 0\n",
    "\n",
    "base_index = [idx for idx in range(0,batch_size)]\n",
    "index_all = [batch_size*(scale_factor-1)+x for x in base_index]   # layouts idx for those are displayed\n",
    "\n",
    "batch_bbox, batch_category, batch_mask = [], [], []\n",
    "for batch in range(batch_size):\n",
    "    layout = layout_all[index_all[batch]]\n",
    "    bbox, category = layout[\"boxes\"], layout[\"categories\"]\n",
    "    bbox = torch.Tensor(bbox)\n",
    "    real_bbox = torch.zeros(MAX_BBOXES_NUM,4)\n",
    "    real_bbox[:bbox.shape[0]] = bbox\n",
    "    real_category = torch.ones(MAX_BBOXES_NUM)*5\n",
    "    category = torch.Tensor(category)\n",
    "    real_category[:category.shape[0]] = category\n",
    "    real_mask = torch.ones(MAX_BBOXES_NUM).bool()\n",
    "    real_mask[bbox.shape[0]:] = False\n",
    "    batch_bbox.append(real_bbox.unsqueeze(0))\n",
    "    batch_category.append(real_category.unsqueeze(0))\n",
    "    batch_mask.append(real_mask.unsqueeze(0))\n",
    "batch_bbox = torch.cat(batch_bbox, dim=0)\n",
    "batch_category = torch.cat(batch_category, dim=0).long()\n",
    "batch_mask = torch.cat(batch_mask, dim=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "626bcea8-3495-431a-9d89-2ebf8a79c2e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "DRAW_LABEL = True\n",
    "batch_image = save_image(batch_bbox, batch_category, batch_mask, canvas_size = (1584,1224), draw_label=DRAW_LABEL)\n",
    "plt.figure(figsize=[12, 12])\n",
    "plt.imshow(batch_image)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c4a1bdfd-a214-494a-85b8-cac860acbe98",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
